diff --git a/README.md b/README.md
index c118bb7..6c98bc0 100644
--- a/README.md
+++ b/README.md
@@ -23,7 +23,7 @@ All products follow the open-core model: MIT discovery/pipeline layers, BSL 1.1
 | [Pagepiper](https://git.opensourcesolarpunk.com/Circuit-Forge/pagepiper) | PPPR | 🟠 Beta | PDF and rulebook RAG — multi-document search, page-level chunking, Ollama-backed Q&A for dense reference material |
 | [Linnet](https://git.opensourcesolarpunk.com/Circuit-Forge/linnet) | LNNT | 🟠 Beta ★ | Local voice transcription, speaker diarization, meeting notes, dictation, and real-time tone annotation |
 | [Kiwi](https://git.opensourcesolarpunk.com/Circuit-Forge/kiwi) | KIWI | 🟡 Active | Pantry tracking + leftover recipe suggestions; barcode/receipt OCR |
-| [Avocet](https://git.opensourcesolarpunk.com/Circuit-Forge/avocet) | AVCT | 🟡 Internal Beta | Email classifier training — IMAP fetch, card-stack labeling, benchmark harness |
+| [Avocet](https://git.opensourcesolarpunk.com/Circuit-Forge/avocet) | AVCT | 🟡 Internal Beta | Internal data pipeline — email ingestion (IMAP), cross-product sampling, card-stack labeling, classifier benchmarking, and fine-tuned adapter production |
 | [Osprey](https://git.opensourcesolarpunk.com/Circuit-Forge/osprey) | OSPY | 🔵 Alpha | Customer service — IVR queues, complaint letters, dispute tracking |
 | [Raven](https://git.opensourcesolarpunk.com/Circuit-Forge/raven) | RVNN | 💡 Backlog ★ | BCI and alternative input — adaptive and hands-free computing |
 | [Harrier](https://git.opensourcesolarpunk.com/Circuit-Forge/harrier) | HRRR | 💡 Backlog ★ | Government forms — benefits, FAFSA, immigration, permits |